Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	396030
Missing cells	81592
Missing cells (%)	0.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	427.5 MiB
Average record size in memory	1.1 KiB

Variable types

CAT	15
NUM	12

Warnings

`emp_title` has a high cardinality: 173104 distinct values	High cardinality
`issue_d` has a high cardinality: 115 distinct values	High cardinality
`title` has a high cardinality: 48817 distinct values	High cardinality
`earliest_cr_line` has a high cardinality: 684 distinct values	High cardinality
`address` has a high cardinality: 393700 distinct values	High cardinality
`installment` is highly correlated with `loan_amnt`	High correlation
`loan_amnt` is highly correlated with `installment`	High correlation
`sub_grade` is highly correlated with `grade`	High correlation
`grade` is highly correlated with `sub_grade`	High correlation
`emp_title` has 22930 (5.8%) missing values	Missing
`emp_length` has 18301 (4.6%) missing values	Missing
`mort_acc` has 37795 (9.5%) missing values	Missing
`annual_inc` is highly skewed (γ1 = 41.04272475)	Skewed
`dti` is highly skewed (γ1 = 431.0512254)	Skewed
`address` is uniformly distributed	Uniform
`pub_rec` has 338272 (85.4%) zeros	Zeros
`mort_acc` has 139777 (35.3%) zeros	Zeros
`pub_rec_bankruptcies` has 350380 (88.5%) zeros	Zeros

Reproduction

Analysis started	2020-12-15 05:21:27.670941
Analysis finished	2020-12-15 05:23:10.407905
Duration	1 minute and 42.74 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

loan_amnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1397
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14113.88809
Minimum	500
Maximum	40000
Zeros	0
Zeros (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	500
5-th percentile	3250
Q1	8000
median	12000
Q3	20000
95-th percentile	30975
Maximum	40000
Range	39500
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	8357.441341
Coefficient of variation (CV)	0.5921430926
Kurtosis	-0.06259753499
Mean	14113.88809
Median Absolute Deviation (MAD)	5500
Skewness	0.7772854671
Sum	5589523100
Variance	69846825.77
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27668	7.0%
12000	21366	5.4%
15000	19903	5.0%
20000	18969	4.8%
35000	14576	3.7%
8000	13539	3.4%
6000	12734	3.2%
5000	12443	3.1%
16000	10129	2.6%
18000	9195	2.3%
25000	9067	2.3%
24000	8684	2.2%
30000	6860	1.7%
7000	6744	1.7%
14000	5963	1.5%
28000	5517	1.4%
9000	5491	1.4%
4000	5400	1.4%
21000	5090	1.3%
3000	4888	1.2%
13000	3377	0.9%
9600	3328	0.8%
7200	3219	0.8%
11000	3200	0.8%
2000	2647	0.7%
Other values (1372)	156033	39.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
500	4	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
950	1	< 0.1%
1000	1448	0.4%
1025	4	< 0.1%
1050	10	< 0.1%

Value	Count	Frequency (%)
40000	180	< 0.1%
39700	1	< 0.1%
39600	1	< 0.1%
39500	1	< 0.1%
39475	1	< 0.1%
39200	1	< 0.1%
38825	1	< 0.1%
38750	1	< 0.1%
38475	1	< 0.1%
38300	1	< 0.1%

term
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

36 months	302005
60 months	94025

Value	Count	Frequency (%)
36 months	302005	76.3%
60 months	94025	23.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	10
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
t	396030	10.0%
h	396030	10.0%
s	396030	10.0%
3	302005	7.6%
0	94025	2.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2376180	60.0%
Space Separator	792060	20.0%
Decimal Number	792060	20.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	792060	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
6	396030	50.0%
3	302005	38.1%
0	94025	11.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
m	396030	16.7%
o	396030	16.7%
n	396030	16.7%
t	396030	16.7%
h	396030	16.7%
s	396030	16.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2376180	60.0%
Common	1584120	40.0%

Most frequent Common characters

Value	Count	Frequency (%)
	792060	50.0%
6	396030	25.0%
3	302005	19.1%
0	94025	5.9%

Most frequent Latin characters

Value	Count	Frequency (%)
m	396030	16.7%
o	396030	16.7%
n	396030	16.7%
t	396030	16.7%
h	396030	16.7%
s	396030	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3960300	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
t	396030	10.0%
h	396030	10.0%
s	396030	10.0%
3	302005	7.6%
0	94025	2.4%

int_rate
Real number (ℝ_≥0)

Distinct	566
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.63940005
Minimum	5.32
Maximum	30.99
Zeros	0
Zeros (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	5.32
5-th percentile	6.89
Q1	10.49
median	13.33
Q3	16.49
95-th percentile	21.97
Maximum	30.99
Range	25.67
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.472157382
Coefficient of variation (CV)	0.3278851978
Kurtosis	-0.1439465381
Mean	13.63940005
Median Absolute Deviation (MAD)	3.08
Skewness	0.420669472
Sum	5401611.6
Variance	20.00019165
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	12411	3.1%
12.99	9632	2.4%
15.61	9350	2.4%
11.99	8582	2.2%
8.9	8019	2.0%
12.12	7358	1.9%
7.9	7332	1.9%
16.29	6632	1.7%
13.11	6580	1.7%
6.03	6291	1.6%
17.57	6212	1.6%
15.31	6110	1.5%
9.17	6108	1.5%
13.99	5722	1.4%
14.33	5670	1.4%
16.99	5644	1.4%
18.25	5253	1.3%
9.99	5248	1.3%
11.14	5240	1.3%
7.62	4839	1.2%
12.69	4787	1.2%
13.98	4586	1.2%
14.65	4325	1.1%
12.49	4207	1.1%
7.89	4193	1.1%
Other values (541)	235699	59.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.32	2440	0.6%
5.42	465	0.1%
5.79	333	0.1%
5.93	431	0.1%
5.99	278	0.1%
6	70	< 0.1%
6.03	6291	1.6%
6.17	220	0.1%
6.24	1184	0.3%
6.39	656	0.2%

Value	Count	Frequency (%)
30.99	13	< 0.1%
30.94	3	< 0.1%
30.89	3	< 0.1%
30.84	1	< 0.1%
30.79	9	< 0.1%
30.74	4	< 0.1%
30.49	5	< 0.1%
29.99	7	< 0.1%
29.96	8	< 0.1%
29.67	15	< 0.1%

installment
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	55706
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	431.849698
Minimum	16.08
Maximum	1533.81
Zeros	0
Zeros (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	16.08
5-th percentile	109.51
Q1	250.33
median	375.43
Q3	567.3
95-th percentile	925.6
Maximum	1533.81
Range	1517.73
Interquartile range (IQR)	316.97

Descriptive statistics

Standard deviation	250.7277895
Coefficient of variation (CV)	0.5805904014
Kurtosis	0.7838199213
Mean	431.849698
Median Absolute Deviation (MAD)	150.5
Skewness	0.9835981609
Sum	171025435.9
Variance	62864.42443
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
327.34	968	0.2%
332.1	791	0.2%
491.01	736	0.2%
336.9	686	0.2%
392.81	683	0.2%
332.72	641	0.2%
337.47	624	0.2%
317.54	574	0.1%
654.68	556	0.1%
261.88	527	0.1%
196.41	525	0.1%
399.26	523	0.1%
498.15	523	0.1%
318.79	514	0.1%
163.67	500	0.1%
635.07	500	0.1%
381.04	491	0.1%
625.81	488	0.1%
304.36	484	0.1%
312.91	466	0.1%
328.06	462	0.1%
476.3	455	0.1%
348.18	455	0.1%
343.39	447	0.1%
398.52	447	0.1%
Other values (55681)	381964	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.08	1	< 0.1%
16.25	1	< 0.1%
16.31	1	< 0.1%
16.47	1	< 0.1%
19.87	1	< 0.1%
20.22	1	< 0.1%
21.25	1	< 0.1%
21.62	1	< 0.1%
21.99	1	< 0.1%
22.24	1	< 0.1%

Value	Count	Frequency (%)
1533.81	1	< 0.1%
1527	1	< 0.1%
1503.85	1	< 0.1%
1479.49	1	< 0.1%
1464.42	1	< 0.1%
1458.25	1	< 0.1%
1451.14	2	< 0.1%
1451.12	2	< 0.1%
1445.9	1	< 0.1%
1443.76	1	< 0.1%

grade
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

B	116018
C	105987
A	64187
D	63524
E	31488
Other values (2)	14826

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	396030	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396030	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396030	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

sub_grade
Categorical

HIGH CORRELATION

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

B3	26655
B4	25601
C1	23662
C2	22580
B2	22495
Other values (30)	275037

Common Values
Overview

Value	Count	Frequency (%)
B3	26655	6.7%
B4	25601	6.5%
C1	23662	6.0%
C2	22580	5.7%
B2	22495	5.7%
B5	22085	5.6%
C3	21221	5.4%
C4	20280	5.1%
B1	19182	4.8%
A5	18526	4.7%
C5	18244	4.6%
D1	15993	4.0%
A4	15789	4.0%
D2	13951	3.5%
D3	12223	3.1%
D4	11657	2.9%
A3	10576	2.7%
A1	9729	2.5%
D5	9700	2.4%
A2	9567	2.4%
E1	7917	2.0%
E2	7431	1.9%
E3	6207	1.6%
E4	5361	1.4%
E5	4572	1.2%
Other values (10)	14826	3.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
F	11772	1.5%
G	3054	0.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	396030	50.0%
Decimal Number	396030	50.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	81077	20.5%
4	80849	20.4%
3	79720	20.1%
2	79544	20.1%
5	74840	18.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396030	50.0%
Common	396030	50.0%

Most frequent Latin characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most frequent Common characters

Value	Count	Frequency (%)
1	81077	20.5%
4	80849	20.4%
3	79720	20.1%
2	79544	20.1%
5	74840	18.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	792060	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
F	11772	1.5%
G	3054	0.4%

emp_title
Categorical

HIGH CARDINALITY
MISSING

Distinct	173104
Distinct (%)	46.4%
Missing	22930
Missing (%)	5.8%
Memory size	3.0 MiB

Teacher	4389
Manager	4250
Registered Nurse	1856
RN	1846
Supervisor	1830
Other values (173099)	358929

Common Values
Overview

Value	Count	Frequency (%)
Teacher	4389	1.1%
Manager	4250	1.1%
Registered Nurse	1856	0.5%
RN	1846	0.5%
Supervisor	1830	0.5%
Sales	1638	0.4%
Project Manager	1505	0.4%
Owner	1410	0.4%
Driver	1339	0.3%
Office Manager	1218	0.3%
manager	1145	0.3%
Director	1089	0.3%
General Manager	1074	0.3%
Engineer	995	0.3%
teacher	962	0.2%
driver	882	0.2%
Vice President	857	0.2%
Operations Manager	763	0.2%
Administrative Assistant	756	0.2%
Accountant	748	0.2%
President	742	0.2%
owner	697	0.2%
Account Manager	692	0.2%
Police Officer	686	0.2%
supervisor	673	0.2%
Other values (173079)	339058	85.6%
(Missing)	22930	5.8%

Frequencies of value counts

Unique

Unique	145247 ?
Unique (%)	38.9%

Histogram of lengths of the category

Length

Max length	78
Median length	15
Mean length	15.80017928
Min length	1

Overview of Unicode Properties

Unique unicode characters	125
Unique unicode categories	17 ?
Unique unicode scripts	2 ?
Unique unicode blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	606206	9.7%
	487836	7.8%
a	478311	7.6%
r	470449	7.5%
n	451062	7.2%
i	406094	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
l	200056	3.2%
u	120035	1.9%
g	118715	1.9%
S	115480	1.8%
d	99732	1.6%
p	98951	1.6%
m	98004	1.6%
C	93703	1.5%
h	88247	1.4%
A	87717	1.4%
M	73150	1.2%
y	68679	1.1%
f	66356	1.1%
v	59477	1.0%
P	57688	0.9%
Other values (100)	668845	10.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4770129	76.2%
Uppercase Letter	939905	15.0%
Space Separator	487839	7.8%
Other Punctuation	45687	0.7%
Decimal Number	6383	0.1%
Dash Punctuation	5541	0.1%
Open Punctuation	847	< 0.1%
Close Punctuation	821	< 0.1%
Math Symbol	114	< 0.1%
Control	30	< 0.1%
Modifier Symbol	18	< 0.1%
Currency Symbol	11	< 0.1%
Other Symbol	7	< 0.1%
Connector Punctuation	6	< 0.1%
Other Number	4	< 0.1%
Format	2	< 0.1%
Final Punctuation	1	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	115480	12.3%
C	93703	10.0%
A	87717	9.3%
M	73150	7.8%
P	57688	6.1%
T	54371	5.8%
E	50241	5.3%
I	49183	5.2%
R	48438	5.2%
D	45784	4.9%
O	36452	3.9%
L	34160	3.6%
N	33825	3.6%
B	27017	2.9%
F	25122	2.7%
H	24954	2.7%
G	19674	2.1%
U	17798	1.9%
W	12962	1.4%
V	12455	1.3%
K	5450	0.6%
J	5067	0.5%
Y	4792	0.5%
Q	2728	0.3%
X	1001	0.1%
Other values (5)	693	0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	606206	12.7%
a	478311	10.0%
r	470449	9.9%
n	451062	9.5%
i	406094	8.5%
t	373457	7.8%
o	330975	6.9%
s	293945	6.2%
c	244175	5.1%
l	200056	4.2%
u	120035	2.5%
g	118715	2.5%
d	99732	2.1%
p	98951	2.1%
m	98004	2.1%
h	88247	1.8%
y	68679	1.4%
f	66356	1.4%
v	59477	1.2%
k	31079	0.7%
b	23452	0.5%
w	22366	0.5%
x	9561	0.2%
j	5664	0.1%
z	3024	0.1%
Other values (8)	2057	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	487836	> 99.9%
	3	< 0.1%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	18744	41.0%
,	9790	21.4%
/	7921	17.3%
&	6352	13.9%
'	2523	5.5%
#	140	0.3%
;	45	0.1%
:	43	0.1%
!	31	0.1%
"	28	0.1%
\	26	0.1%
@	18	< 0.1%
*	16	< 0.1%
%	4	< 0.1%
?	3	< 0.1%
¡	2	< 0.1%
¶	1	< 0.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	5541	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	1428	22.4%
2	1303	20.4%
3	1002	15.7%
4	548	8.6%
0	435	6.8%
5	409	6.4%
6	385	6.0%
9	335	5.2%
7	321	5.0%
8	217	3.4%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	839	99.1%
[	7	0.8%
{	1	0.1%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	816	99.4%
]	4	0.5%
}	1	0.1%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
+	92	80.7%
\|	16	14.0%
~	4	3.5%
¬	1	0.9%
<	1	0.9%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	6	100.0%

Most frequent Control characters

Value	Count	Frequency (%)
	8	26.7%
	7	23.3%
	3	10.0%
	2	6.7%
	2	6.7%
	2	6.7%
	2	6.7%
	1	3.3%
	1	3.3%
	1	3.3%
	1	3.3%

Most frequent Other Number characters

Value	Count	Frequency (%)
²	3	75.0%
³	1	25.0%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	8	72.7%
¢	3	27.3%

Most frequent Other Symbol characters

Value	Count	Frequency (%)
©	7	100.0%

Most frequent Final Punctuation characters

Value	Count	Frequency (%)
’	1	100.0%

Most frequent Format characters

Value	Count	Frequency (%)
	1	50.0%
	1	50.0%

Most frequent Modifier Symbol characters

Value	Count	Frequency (%)
`	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5710034	91.3%
Common	547311	8.7%

Most frequent Latin characters

Value	Count	Frequency (%)
e	606206	10.6%
a	478311	8.4%
r	470449	8.2%
n	451062	7.9%
i	406094	7.1%
t	373457	6.5%
o	330975	5.8%
s	293945	5.1%
c	244175	4.3%
l	200056	3.5%
u	120035	2.1%
g	118715	2.1%
S	115480	2.0%
d	99732	1.7%
p	98951	1.7%
m	98004	1.7%
C	93703	1.6%
h	88247	1.5%
A	87717	1.5%
M	73150	1.3%
y	68679	1.2%
f	66356	1.2%
v	59477	1.0%
P	57688	1.0%
T	54371	1.0%
Other values (38)	554999	9.7%

Most frequent Common characters

Value	Count	Frequency (%)
	487836	89.1%
.	18744	3.4%
,	9790	1.8%
/	7921	1.4%
&	6352	1.2%
-	5541	1.0%
'	2523	0.5%
1	1428	0.3%
2	1303	0.2%
3	1002	0.2%
(	839	0.2%
)	816	0.1%
4	548	0.1%
0	435	0.1%
5	409	0.1%
6	385	0.1%
9	335	0.1%
7	321	0.1%
8	217	< 0.1%
#	140	< 0.1%
+	92	< 0.1%
;	45	< 0.1%
:	43	< 0.1%
!	31	< 0.1%
"	28	< 0.1%
Other values (37)	187	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6257240	> 99.9%
None	103	< 0.1%
Punctuation	2	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	606206	9.7%
	487836	7.8%
a	478311	7.6%
r	470449	7.5%
n	451062	7.2%
i	406094	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
l	200056	3.2%
u	120035	1.9%
g	118715	1.9%
S	115480	1.8%
d	99732	1.6%
p	98951	1.6%
m	98004	1.6%
C	93703	1.5%
h	88247	1.4%
A	87717	1.4%
M	73150	1.2%
y	68679	1.1%
f	66356	1.1%
v	59477	1.0%
P	57688	0.9%
Other values (68)	668740	10.7%

Most frequent None characters

Value	Count	Frequency (%)
Ã	21	20.4%
Â	10	9.7%
â	8	7.8%
	8	7.8%
	7	6.8%
©	7	6.8%
é	4	3.9%
²	3	2.9%
¢	3	2.9%
	3	2.9%
	3	2.9%
¡	2	1.9%
á	2	1.9%
Æ	2	1.9%
	2	1.9%
	2	1.9%
	2	1.9%
ñ	2	1.9%
	1	1.0%
¶	1	1.0%
	1	1.0%
¬	1	1.0%
	1	1.0%
	1	1.0%
í	1	1.0%
Other values (5)	5	4.9%

Most frequent Punctuation characters

Value	Count	Frequency (%)
’	1	50.0%
	1	50.0%

emp_length
Categorical

MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	18301
Missing (%)	4.6%
Memory size	3.0 MiB

10+ years	126041
2 years	35827
< 1 year	31725
3 years	31665
5 years	26495
Other values (6)	125976

Common Values
Overview

Value	Count	Frequency (%)
10+ years	126041	31.8%
2 years	35827	9.0%
< 1 year	31725	8.0%
3 years	31665	8.0%
5 years	26495	6.7%
1 year	25882	6.5%
4 years	23952	6.0%
6 years	20841	5.3%
7 years	20819	5.3%
8 years	19168	4.8%
9 years	15314	3.9%
(Missing)	18301	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	7
Mean length	7.466431836
Min length	3

Overview of Unicode Properties

Unique unicode characters	19
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
	409454	13.8%
a	396030	13.4%
y	377729	12.8%
e	377729	12.8%
r	377729	12.8%
s	320122	10.8%
1	183648	6.2%
0	126041	4.3%
+	126041	4.3%
n	36602	1.2%
2	35827	1.2%
<	31725	1.1%
3	31665	1.1%
5	26495	0.9%
4	23952	0.8%
6	20841	0.7%
7	20819	0.7%
8	19168	0.6%
9	15314	0.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1885941	63.8%
Decimal Number	503770	17.0%
Space Separator	409454	13.8%
Math Symbol	157766	5.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	183648	36.5%
0	126041	25.0%
2	35827	7.1%
3	31665	6.3%
5	26495	5.3%
4	23952	4.8%
6	20841	4.1%
7	20819	4.1%
8	19168	3.8%
9	15314	3.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
+	126041	79.9%
<	31725	20.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	409454	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	396030	21.0%
y	377729	20.0%
e	377729	20.0%
r	377729	20.0%
s	320122	17.0%
n	36602	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1885941	63.8%
Common	1070990	36.2%

Most frequent Common characters

Value	Count	Frequency (%)
	409454	38.2%
1	183648	17.1%
0	126041	11.8%
+	126041	11.8%
2	35827	3.3%
<	31725	3.0%
3	31665	3.0%
5	26495	2.5%
4	23952	2.2%
6	20841	1.9%
7	20819	1.9%
8	19168	1.8%
9	15314	1.4%

Most frequent Latin characters

Value	Count	Frequency (%)
a	396030	21.0%
y	377729	20.0%
e	377729	20.0%
r	377729	20.0%
s	320122	17.0%
n	36602	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2956931	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
	409454	13.8%
a	396030	13.4%
y	377729	12.8%
e	377729	12.8%
r	377729	12.8%
s	320122	10.8%
1	183648	6.2%
0	126041	4.3%
+	126041	4.3%
n	36602	1.2%
2	35827	1.2%
<	31725	1.1%
3	31665	1.1%
5	26495	0.9%
4	23952	0.8%
6	20841	0.7%
7	20819	0.7%
8	19168	0.6%
9	15314	0.5%

home_ownership
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

MORTGAGE	198348
RENT	159790
OWN	37746
OTHER	112
NONE	31

Value	Count	Frequency (%)
MORTGAGE	198348	50.1%
RENT	159790	40.3%
OWN	37746	9.5%
OTHER	112	< 0.1%
NONE	31	< 0.1%
ANY	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	5.908327652
Min length	3

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%
Y	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2339875	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%
Y	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2339875	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%
Y	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2339875	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%
Y	3	< 0.1%

annual_inc
Real number (ℝ_≥0)

SKEWED

Distinct	27197
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74203.1758
Minimum	0
Maximum	8706582
Zeros	1
Zeros (%)	< 0.1%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	28000
Q1	45000
median	64000
Q3	90000
95-th percentile	150000
Maximum	8706582
Range	8706582
Interquartile range (IQR)	45000

Descriptive statistics

Standard deviation	61637.62116
Coefficient of variation (CV)	0.8306601503
Kurtosis	4238.550572
Mean	74203.1758
Median Absolute Deviation (MAD)	21000
Skewness	41.04272475
Sum	2.938668371e+10
Variance	3799196342
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	15313	3.9%
50000	13303	3.4%
65000	11333	2.9%
70000	10674	2.7%
40000	10629	2.7%
45000	10114	2.6%
80000	9971	2.5%
75000	9850	2.5%
55000	9195	2.3%
90000	7573	1.9%
100000	7480	1.9%
85000	6936	1.8%
35000	6544	1.7%
30000	6250	1.6%
120000	5767	1.5%
52000	5316	1.3%
42000	5296	1.3%
48000	5048	1.3%
110000	4870	1.2%
72000	4369	1.1%
95000	4100	1.0%
36000	3666	0.9%
150000	3472	0.9%
62000	3434	0.9%
38000	3204	0.8%
Other values (27172)	212323	53.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
600	1	< 0.1%
2500	1	< 0.1%
4000	2	< 0.1%
4080	1	< 0.1%
4200	1	< 0.1%
4524	1	< 0.1%
4800	6	< 0.1%
4888	1	< 0.1%
5000	3	< 0.1%

Value	Count	Frequency (%)
8706582	1	< 0.1%
7600000	1	< 0.1%
7446395	1	< 0.1%
7141778	1	< 0.1%
7000000	1	< 0.1%
6500000	1	< 0.1%
6100000	1	< 0.1%
6000000	2	< 0.1%
5000000	1	< 0.1%
4900000	1	< 0.1%

verification_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Verified	139563
Source Verified	131385
Not Verified	125082

Value	Count	Frequency (%)
Verified	139563	35.2%
Source Verified	131385	33.2%
Not Verified	125082	31.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	12
Mean length	11.58564503
Min length	8

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
c	131385	2.9%
N	125082	2.7%
t	125082	2.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3679299	80.2%
Uppercase Letter	652497	14.2%
Space Separator	256467	5.6%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
V	396030	60.7%
S	131385	20.1%
N	125082	19.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	923445	25.1%
i	792060	21.5%
r	527415	14.3%
f	396030	10.8%
d	396030	10.8%
o	256467	7.0%
u	131385	3.6%
c	131385	3.6%
t	125082	3.4%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	256467	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4331796	94.4%
Common	256467	5.6%

Most frequent Latin characters

Value	Count	Frequency (%)
e	923445	21.3%
i	792060	18.3%
r	527415	12.2%
V	396030	9.1%
f	396030	9.1%
d	396030	9.1%
o	256467	5.9%
S	131385	3.0%
u	131385	3.0%
c	131385	3.0%
N	125082	2.9%
t	125082	2.9%

Most frequent Common characters

Value	Count	Frequency (%)
	256467	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4588263	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
c	131385	2.9%
N	125082	2.7%
t	125082	2.7%

issue_d
Categorical

HIGH CARDINALITY

Distinct	115
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Oct-2014	14846
Jul-2014	12609
Jan-2015	11705
Dec-2013	10618
Nov-2013	10496
Other values (110)	335756

Common Values
Overview

Value	Count	Frequency (%)
Oct-2014	14846	3.7%
Jul-2014	12609	3.2%
Jan-2015	11705	3.0%
Dec-2013	10618	2.7%
Nov-2013	10496	2.7%
Jul-2015	10270	2.6%
Oct-2013	10047	2.5%
Jan-2014	9705	2.5%
Apr-2015	9470	2.4%
Sep-2013	9179	2.3%
Aug-2013	9112	2.3%
Apr-2014	9020	2.3%
Nov-2014	8858	2.2%
May-2014	8840	2.2%
Jul-2013	8631	2.2%
Oct-2015	8401	2.1%
May-2015	8325	2.1%
Mar-2014	8108	2.0%
Jun-2013	7947	2.0%
Aug-2014	7860	2.0%
Feb-2014	7624	1.9%
Jun-2014	7610	1.9%
May-2013	7567	1.9%
Mar-2015	7268	1.8%
Feb-2015	7167	1.8%
Other values (90)	164747	41.6%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	33
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	437232	13.8%
0	410549	13.0%
1	408204	12.9%
-	396030	12.5%
J	104536	3.3%
4	102860	3.2%
u	102670	3.2%
a	98496	3.1%
3	97662	3.1%
5	94264	3.0%
e	85443	2.7%
c	71212	2.2%
A	66039	2.1%
r	65142	2.1%
n	64822	2.0%
M	63814	2.0%
p	60842	1.9%
O	42130	1.3%
t	42130	1.3%
l	39714	1.3%
N	34068	1.1%
o	34068	1.1%
v	34068	1.1%
g	32816	1.0%
y	31895	1.0%
Other values (8)	147534	4.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1584120	50.0%
Lowercase Letter	792060	25.0%
Uppercase Letter	396030	12.5%
Dash Punctuation	396030	12.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	104536	26.4%
A	66039	16.7%
M	63814	16.1%
O	42130	10.6%
N	34068	8.6%
D	29082	7.3%
F	28742	7.3%
S	27619	7.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
u	102670	13.0%
a	98496	12.4%
e	85443	10.8%
c	71212	9.0%
r	65142	8.2%
n	64822	8.2%
p	60842	7.7%
t	42130	5.3%
l	39714	5.0%
o	34068	4.3%
v	34068	4.3%
g	32816	4.1%
y	31895	4.0%
b	28742	3.6%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	396030	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	437232	27.6%
0	410549	25.9%
1	408204	25.8%
4	102860	6.5%
3	97662	6.2%
5	94264	6.0%
6	28088	1.8%
9	3826	0.2%
8	1240	0.1%
7	195	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1980150	62.5%
Latin	1188090	37.5%

Most frequent Latin characters

Value	Count	Frequency (%)
J	104536	8.8%
u	102670	8.6%
a	98496	8.3%
e	85443	7.2%
c	71212	6.0%
A	66039	5.6%
r	65142	5.5%
n	64822	5.5%
M	63814	5.4%
p	60842	5.1%
O	42130	3.5%
t	42130	3.5%
l	39714	3.3%
N	34068	2.9%
o	34068	2.9%
v	34068	2.9%
g	32816	2.8%
y	31895	2.7%
D	29082	2.4%
F	28742	2.4%
b	28742	2.4%
S	27619	2.3%

Most frequent Common characters

Value	Count	Frequency (%)
2	437232	22.1%
0	410549	20.7%
1	408204	20.6%
-	396030	20.0%
4	102860	5.2%
3	97662	4.9%
5	94264	4.8%
6	28088	1.4%
9	3826	0.2%
8	1240	0.1%
7	195	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3168240	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	437232	13.8%
0	410549	13.0%
1	408204	12.9%
-	396030	12.5%
J	104536	3.3%
4	102860	3.2%
u	102670	3.2%
a	98496	3.1%
3	97662	3.1%
5	94264	3.0%
e	85443	2.7%
c	71212	2.2%
A	66039	2.1%
r	65142	2.1%
n	64822	2.0%
M	63814	2.0%
p	60842	1.9%
O	42130	1.3%
t	42130	1.3%
l	39714	1.3%
N	34068	1.1%
o	34068	1.1%
v	34068	1.1%
g	32816	1.0%
y	31895	1.0%
Other values (8)	147534	4.7%

loan_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Fully Paid	318357
Charged Off	77673

Value	Count	Frequency (%)
Fully Paid	318357	80.4%
Charged Off	77673	19.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	10
Mean length	10.19612908
Min length	10

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
F	318357	7.9%
u	318357	7.9%
y	318357	7.9%
P	318357	7.9%
i	318357	7.9%
f	155346	3.8%
C	77673	1.9%
h	77673	1.9%
r	77673	1.9%
g	77673	1.9%
e	77673	1.9%
O	77673	1.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2849883	70.6%
Uppercase Letter	792060	19.6%
Space Separator	396030	9.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
F	318357	40.2%
P	318357	40.2%
C	77673	9.8%
O	77673	9.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
l	636714	22.3%
a	396030	13.9%
d	396030	13.9%
u	318357	11.2%
y	318357	11.2%
i	318357	11.2%
f	155346	5.5%
h	77673	2.7%
r	77673	2.7%
g	77673	2.7%
e	77673	2.7%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	396030	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3641943	90.2%
Common	396030	9.8%

Most frequent Latin characters

Value	Count	Frequency (%)
l	636714	17.5%
a	396030	10.9%
d	396030	10.9%
F	318357	8.7%
u	318357	8.7%
y	318357	8.7%
P	318357	8.7%
i	318357	8.7%
f	155346	4.3%
C	77673	2.1%
h	77673	2.1%
r	77673	2.1%
g	77673	2.1%
e	77673	2.1%
O	77673	2.1%

Most frequent Common characters

Value	Count	Frequency (%)
	396030	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4037973	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
F	318357	7.9%
u	318357	7.9%
y	318357	7.9%
P	318357	7.9%
i	318357	7.9%
f	155346	3.8%
C	77673	1.9%
h	77673	1.9%
r	77673	1.9%
g	77673	1.9%
e	77673	1.9%
O	77673	1.9%

purpose
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

debt_consolidation	234507
credit_card	83019
home_improvement	24030
other	21185
major_purchase	8790
Other values (9)	24499

Common Values
Overview

Value	Count	Frequency (%)
debt_consolidation	234507	59.2%
credit_card	83019	21.0%
home_improvement	24030	6.1%
other	21185	5.3%
major_purchase	8790	2.2%
small_business	5701	1.4%
car	4697	1.2%
medical	4196	1.1%
moving	2854	0.7%
vacation	2452	0.6%
house	2201	0.6%
wedding	1812	0.5%
renewable_energy	329	0.1%
educational	257	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	18
Median length	18
Mean length	14.99784612
Min length	3

Overview of Unicode Properties

Unique unicode characters	22
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
l	250691	4.2%
b	240537	4.0%
r	234188	3.9%
m	93631	1.6%
h	56206	0.9%
p	32820	0.6%
v	29336	0.5%
u	16949	0.3%
j	8790	0.1%
g	4995	0.1%
w	2141	< 0.1%
y	329	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5583221	94.0%
Connector Punctuation	356376	6.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	789320	14.1%
d	643129	11.5%
t	599957	10.7%
i	593335	10.6%
n	506778	9.1%
e	435403	7.8%
c	420937	7.5%
a	355447	6.4%
s	268302	4.8%
l	250691	4.5%
b	240537	4.3%
r	234188	4.2%
m	93631	1.7%
h	56206	1.0%
p	32820	0.6%
v	29336	0.5%
u	16949	0.3%
j	8790	0.2%
g	4995	0.1%
w	2141	< 0.1%
y	329	< 0.1%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	356376	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5583221	94.0%
Common	356376	6.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	789320	14.1%
d	643129	11.5%
t	599957	10.7%
i	593335	10.6%
n	506778	9.1%
e	435403	7.8%
c	420937	7.5%
a	355447	6.4%
s	268302	4.8%
l	250691	4.5%
b	240537	4.3%
r	234188	4.2%
m	93631	1.7%
h	56206	1.0%
p	32820	0.6%
v	29336	0.5%
u	16949	0.3%
j	8790	0.2%
g	4995	0.1%
w	2141	< 0.1%
y	329	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
_	356376	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5939597	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
l	250691	4.2%
b	240537	4.0%
r	234188	3.9%
m	93631	1.6%
h	56206	0.9%
p	32820	0.6%
v	29336	0.5%
u	16949	0.3%
j	8790	0.1%
g	4995	0.1%
w	2141	< 0.1%
y	329	< 0.1%

title
Categorical

HIGH CARDINALITY

Distinct	48817
Distinct (%)	12.4%
Missing	1755
Missing (%)	0.4%
Memory size	3.0 MiB

Debt consolidation	152472
Credit card refinancing	51487
Home improvement	15264
Other	12930
Debt Consolidation	11608
Other values (48812)	150514

Common Values
Overview

Value	Count	Frequency (%)
Debt consolidation	152472	38.5%
Credit card refinancing	51487	13.0%
Home improvement	15264	3.9%
Other	12930	3.3%
Debt Consolidation	11608	2.9%
Major purchase	4769	1.2%
Consolidation	3852	1.0%
debt consolidation	3547	0.9%
Business	2949	0.7%
Debt Consolidation Loan	2864	0.7%
Medical expenses	2742	0.7%
Car financing	2139	0.5%
Credit Card Consolidation	1775	0.4%
Vacation	1717	0.4%
Moving and relocation	1689	0.4%
consolidation	1595	0.4%
Personal Loan	1591	0.4%
Consolidation Loan	1299	0.3%
Home Improvement	1268	0.3%
Home buying	1183	0.3%
Credit Card Refinance	1094	0.3%
Credit Card Payoff	1052	0.3%
Consolidate	919	0.2%
Personal	858	0.2%
Loan	751	0.2%
Other values (48792)	110861	28.0%
(Missing)	1755	0.4%

Frequencies of value counts

Unique

Unique	41798 ?
Unique (%)	10.6%

Histogram of lengths of the category

Length

Max length	80
Median length	18
Mean length	17.17798399
Min length	2

Overview of Unicode Properties

Unique unicode characters	101
Unique unicode categories	15 ?
Unique unicode scripts	2 ?
Unique unicode blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	735791	10.8%
n	686361	10.1%
i	655694	9.6%
t	545268	8.0%
e	521004	7.7%
	494561	7.3%
a	447502	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
s	262921	3.9%
l	249062	3.7%
b	201681	3.0%
D	187930	2.8%
C	131422	1.9%
f	97957	1.4%
m	81037	1.2%
g	75436	1.1%
p	48853	0.7%
h	33625	0.5%
y	29917	0.4%
u	27075	0.4%
v	26886	0.4%
L	26622	0.4%
H	24603	0.4%
Other values (76)	207230	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5754664	84.6%
Uppercase Letter	527589	7.8%
Space Separator	494561	7.3%
Decimal Number	13723	0.2%
Other Punctuation	9147	0.1%
Dash Punctuation	1929	< 0.1%
Connector Punctuation	663	< 0.1%
Close Punctuation	209	< 0.1%
Currency Symbol	178	< 0.1%
Open Punctuation	163	< 0.1%
Math Symbol	151	< 0.1%
Control	15	< 0.1%
Modifier Symbol	3	< 0.1%
Other Symbol	1	< 0.1%
Other Number	1	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
D	187930	35.6%
C	131422	24.9%
L	26622	5.0%
H	24603	4.7%
O	23248	4.4%
P	18167	3.4%
M	17673	3.3%
R	13527	2.6%
B	11236	2.1%
I	9867	1.9%
E	8712	1.7%
F	8556	1.6%
S	8116	1.5%
A	8034	1.5%
T	8033	1.5%
N	7381	1.4%
G	3701	0.7%
W	2967	0.6%
V	2957	0.6%
Y	1543	0.3%
U	1394	0.3%
K	827	0.2%
J	647	0.1%
X	182	< 0.1%
Q	128	< 0.1%
Other values (2)	116	< 0.1%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	735791	12.8%
n	686361	11.9%
i	655694	11.4%
t	545268	9.5%
e	521004	9.1%
a	447502	7.8%
d	386101	6.7%
c	322828	5.6%
r	295630	5.1%
s	262921	4.6%
l	249062	4.3%
b	201681	3.5%
f	97957	1.7%
m	81037	1.4%
g	75436	1.3%
p	48853	0.8%
h	33625	0.6%
y	29917	0.5%
u	27075	0.5%
v	26886	0.5%
w	7125	0.1%
j	5925	0.1%
x	5731	0.1%
k	4482	0.1%
q	427	< 0.1%
Other values (2)	345	< 0.1%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	494561	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
!	2474	27.0%
/	1738	19.0%
.	1647	18.0%
'	1040	11.4%
,	848	9.3%
&	778	8.5%
%	143	1.6%
#	132	1.4%
:	125	1.4%
"	108	1.2%
?	38	0.4%
;	35	0.4%
*	25	0.3%
@	10	0.1%
\	6	0.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	4028	29.4%
2	3446	25.1%
0	3203	23.3%
3	1306	9.5%
4	387	2.8%
5	364	2.7%
9	317	2.3%
6	291	2.1%
7	193	1.4%
8	188	1.4%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	1929	100.0%

Most frequent Control characters

Value	Count	Frequency (%)
	11	73.3%
	2	13.3%
	1	6.7%
	1	6.7%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	663	100.0%

Most frequent Open Punctuation characters

Value	Count	Frequency (%)
(	158	96.9%
[	5	3.1%

Most frequent Close Punctuation characters

Value	Count	Frequency (%)
)	205	98.1%
]	4	1.9%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	178	100.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
+	103	68.2%
=	17	11.3%
~	9	6.0%
<	9	6.0%
>	8	5.3%
\|	5	3.3%

Most frequent Modifier Symbol characters

Value	Count	Frequency (%)
`	2	66.7%
^	1	33.3%

Most frequent Other Symbol characters

Value	Count	Frequency (%)
¦	1	100.0%

Most frequent Other Number characters

Value	Count	Frequency (%)
³	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6282253	92.3%
Common	520744	7.7%

Most frequent Latin characters

Value	Count	Frequency (%)
o	735791	11.7%
n	686361	10.9%
i	655694	10.4%
t	545268	8.7%
e	521004	8.3%
a	447502	7.1%
d	386101	6.1%
c	322828	5.1%
r	295630	4.7%
s	262921	4.2%
l	249062	4.0%
b	201681	3.2%
D	187930	3.0%
C	131422	2.1%
f	97957	1.6%
m	81037	1.3%
g	75436	1.2%
p	48853	0.8%
h	33625	0.5%
y	29917	0.5%
u	27075	0.4%
v	26886	0.4%
L	26622	0.4%
H	24603	0.4%
O	23248	0.4%
Other values (29)	157799	2.5%

Most frequent Common characters

Value	Count	Frequency (%)
	494561	95.0%
1	4028	0.8%
2	3446	0.7%
0	3203	0.6%
!	2474	0.5%
-	1929	0.4%
/	1738	0.3%
.	1647	0.3%
3	1306	0.3%
'	1040	0.2%
,	848	0.2%
&	778	0.1%
_	663	0.1%
4	387	0.1%
5	364	0.1%
9	317	0.1%
6	291	0.1%
)	205	< 0.1%
7	193	< 0.1%
8	188	< 0.1%
$	178	< 0.1%
(	158	< 0.1%
%	143	< 0.1%
#	132	< 0.1%
:	125	< 0.1%
Other values (22)	402	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6802988	> 99.9%
None	9	< 0.1%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	735791	10.8%
n	686361	10.1%
i	655694	9.6%
t	545268	8.0%
e	521004	7.7%
	494561	7.3%
a	447502	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
s	262921	3.9%
l	249062	3.7%
b	201681	3.0%
D	187930	2.8%
C	131422	1.9%
f	97957	1.4%
m	81037	1.2%
g	75436	1.1%
p	48853	0.7%
h	33625	0.5%
y	29917	0.4%
u	27075	0.4%
v	26886	0.4%
L	26622	0.4%
H	24603	0.4%
Other values (69)	207221	3.0%

Most frequent None characters

Value	Count	Frequency (%)
â	2	22.2%
	2	22.2%
	1	11.1%
	1	11.1%
¦	1	11.1%
Ã	1	11.1%
³	1	11.1%

dti
Real number (ℝ_≥0)

SKEWED

Distinct	4262
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.37951365
Minimum	0
Maximum	9999
Zeros	313
Zeros (%)	0.1%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	4.68
Q1	11.28
median	16.91
Q3	22.98
95-th percentile	31.58
Maximum	9999
Range	9999
Interquartile range (IQR)	11.7

Descriptive statistics

Standard deviation	18.01909234
Coefficient of variation (CV)	1.036800725
Kurtosis	237923.6765
Mean	17.37951365
Median Absolute Deviation (MAD)	5.83
Skewness	431.0512254
Sum	6882808.79
Variance	324.6876889
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	313	0.1%
14.4	310	0.1%
19.2	302	0.1%
16.8	301	0.1%
18	300	0.1%
20.4	296	0.1%
12	293	0.1%
13.2	291	0.1%
21.6	270	0.1%
15.6	266	0.1%
11.52	254	0.1%
10.8	247	0.1%
22.8	245	0.1%
12.48	245	0.1%
9.6	243	0.1%
17.76	238	0.1%
12.72	237	0.1%
13.68	233	0.1%
15.84	233	0.1%
16.2	233	0.1%
16.32	230	0.1%
13.92	225	0.1%
18.48	224	0.1%
20.88	224	0.1%
19.92	224	0.1%
Other values (4237)	389553	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	313	0.1%
0.01	8	< 0.1%
0.02	12	< 0.1%
0.03	5	< 0.1%
0.04	5	< 0.1%
0.05	6	< 0.1%
0.06	7	< 0.1%
0.07	7	< 0.1%
0.08	8	< 0.1%
0.09	4	< 0.1%

Value	Count	Frequency (%)
9999	1	< 0.1%
1622	1	< 0.1%
380.53	1	< 0.1%
189.9	1	< 0.1%
145.65	1	< 0.1%
138.03	1	< 0.1%
120.66	1	< 0.1%
107.55	1	< 0.1%
93.86	1	< 0.1%
92.13	1	< 0.1%

earliest_cr_line
Categorical

HIGH CARDINALITY

Distinct	684
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Oct-2000	3017
Aug-2000	2935
Oct-2001	2896
Aug-2001	2884
Nov-2000	2736
Other values (679)	381562

Common Values
Overview

Value	Count	Frequency (%)
Oct-2000	3017	0.8%
Aug-2000	2935	0.7%
Oct-2001	2896	0.7%
Aug-2001	2884	0.7%
Nov-2000	2736	0.7%
Oct-1999	2726	0.7%
Nov-1999	2700	0.7%
Sep-2000	2691	0.7%
Oct-2002	2640	0.7%
Aug-2002	2599	0.7%
Sep-2001	2565	0.6%
Aug-1999	2548	0.6%
Sep-2002	2530	0.6%
Sep-1999	2530	0.6%
Dec-2000	2508	0.6%
Sep-2003	2491	0.6%
Dec-1999	2479	0.6%
Oct-2003	2439	0.6%
Nov-2001	2432	0.6%
Dec-2001	2423	0.6%
Jul-2001	2416	0.6%
Jul-2000	2369	0.6%
May-2001	2334	0.6%
Jan-2001	2334	0.6%
Dec-1998	2329	0.6%
Other values (659)	331479	83.7%

Frequencies of value counts

Unique

Unique	45 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Overview of Unicode Properties

Unique unicode characters	33
Unique unicode categories	4 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	416557	13.1%
9	402384	12.7%
-	396030	12.5%
1	253612	8.0%
2	228260	7.2%
e	100403	3.2%
u	99766	3.1%
J	93111	2.9%
a	92756	2.9%
8	78297	2.5%
c	71978	2.3%
p	66904	2.1%
A	66580	2.1%
M	62062	2.0%
n	61139	1.9%
r	60848	1.9%
7	44922	1.4%
4	40809	1.3%
6	40321	1.3%
3	39568	1.2%
5	39390	1.2%
O	38291	1.2%
t	38291	1.2%
S	37673	1.2%
g	37349	1.2%
Other values (8)	260939	8.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1584120	50.0%
Lowercase Letter	792060	25.0%
Uppercase Letter	396030	12.5%
Dash Punctuation	396030	12.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	93111	23.5%
A	66580	16.8%
M	62062	15.7%
O	38291	9.7%
S	37673	9.5%
N	35583	9.0%
D	33687	8.5%
F	29043	7.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	100403	12.7%
u	99766	12.6%
a	92756	11.7%
c	71978	9.1%
p	66904	8.4%
n	61139	7.7%
r	60848	7.7%
t	38291	4.8%
g	37349	4.7%
o	35583	4.5%
v	35583	4.5%
l	31972	4.0%
y	30445	3.8%
b	29043	3.7%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	396030	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	416557	26.3%
9	402384	25.4%
1	253612	16.0%
2	228260	14.4%
8	78297	4.9%
7	44922	2.8%
4	40809	2.6%
6	40321	2.5%
3	39568	2.5%
5	39390	2.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	1980150	62.5%
Latin	1188090	37.5%

Most frequent Latin characters

Value	Count	Frequency (%)
e	100403	8.5%
u	99766	8.4%
J	93111	7.8%
a	92756	7.8%
c	71978	6.1%
p	66904	5.6%
A	66580	5.6%
M	62062	5.2%
n	61139	5.1%
r	60848	5.1%
O	38291	3.2%
t	38291	3.2%
S	37673	3.2%
g	37349	3.1%
N	35583	3.0%
o	35583	3.0%
v	35583	3.0%
D	33687	2.8%
l	31972	2.7%
y	30445	2.6%
F	29043	2.4%
b	29043	2.4%

Most frequent Common characters

Value	Count	Frequency (%)
0	416557	21.0%
9	402384	20.3%
-	396030	20.0%
1	253612	12.8%
2	228260	11.5%
8	78297	4.0%
7	44922	2.3%
4	40809	2.1%
6	40321	2.0%
3	39568	2.0%
5	39390	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3168240	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	416557	13.1%
9	402384	12.7%
-	396030	12.5%
1	253612	8.0%
2	228260	7.2%
e	100403	3.2%
u	99766	3.1%
J	93111	2.9%
a	92756	2.9%
8	78297	2.5%
c	71978	2.3%
p	66904	2.1%
A	66580	2.1%
M	62062	2.0%
n	61139	1.9%
r	60848	1.9%
7	44922	1.4%
4	40809	1.3%
6	40321	1.3%
3	39568	1.2%
5	39390	1.2%
O	38291	1.2%
t	38291	1.2%
S	37673	1.2%
g	37349	1.2%
Other values (8)	260939	8.2%

open_acc
Real number (ℝ_≥0)

Distinct	61
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.3111532
Minimum	0
Maximum	90
Zeros	6
Zeros (%)	< 0.1%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	14
95-th percentile	21
Maximum	90
Range	90
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.137648808
Coefficient of variation (CV)	0.4542108766
Kurtosis	2.966944774
Mean	11.3111532
Median Absolute Deviation (MAD)	3
Skewness	1.213018844
Sum	4479556
Variance	26.39543527
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	36779	9.3%
10	35441	8.9%
8	35137	8.9%
11	32695	8.3%
7	31328	7.9%
12	29157	7.4%
6	25927	6.5%
13	24983	6.3%
14	21173	5.3%
5	18308	4.6%
15	17347	4.4%
16	14376	3.6%
17	11618	2.9%
4	10709	2.7%
18	9430	2.4%
19	7723	2.0%
20	5973	1.5%
3	4783	1.2%
21	4650	1.2%
22	3692	0.9%
23	2944	0.7%
24	2364	0.6%
25	1791	0.5%
2	1459	0.4%
26	1273	0.3%
Other values (36)	4970	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
1	85	< 0.1%
2	1459	0.4%
3	4783	1.2%
4	10709	2.7%
5	18308	4.6%
6	25927	6.5%
7	31328	7.9%
8	35137	8.9%
9	36779	9.3%

Value	Count	Frequency (%)
90	1	< 0.1%
76	2	< 0.1%
58	1	< 0.1%
57	1	< 0.1%
56	2	< 0.1%
55	2	< 0.1%
54	3	< 0.1%
53	6	< 0.1%
52	3	< 0.1%
51	4	< 0.1%

pub_rec
Real number (ℝ_≥0)

ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1781910461
Minimum	0
Maximum	86
Zeros	338272
Zeros (%)	85.4%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5306706005
Coefficient of variation (CV)	2.978099136
Kurtosis	1867.466643
Mean	0.1781910461
Median Absolute Deviation (MAD)	0
Skewness	16.5765642
Sum	70569
Variance	0.2816112862
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	338272	85.4%
1	49739	12.6%
2	5476	1.4%
3	1521	0.4%
4	527	0.1%
5	237	0.1%
6	122	< 0.1%
7	56	< 0.1%
8	34	< 0.1%
9	12	< 0.1%
10	11	< 0.1%
11	8	< 0.1%
13	4	< 0.1%
12	4	< 0.1%
19	2	< 0.1%
86	1	< 0.1%
40	1	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
24	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	338272	85.4%
1	49739	12.6%
2	5476	1.4%
3	1521	0.4%
4	527	0.1%
5	237	0.1%
6	122	< 0.1%
7	56	< 0.1%
8	34	< 0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
86	1	< 0.1%
40	1	< 0.1%
24	1	< 0.1%
19	2	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
13	4	< 0.1%
12	4	< 0.1%
11	8	< 0.1%
10	11	< 0.1%

revol_bal
Real number (ℝ_≥0)

Distinct	55622
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15844.53985
Minimum	0
Maximum	1743266
Zeros	2128
Zeros (%)	0.5%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	1685
Q1	6025
median	11181
Q3	19620
95-th percentile	41066.55
Maximum	1743266
Range	1743266
Interquartile range (IQR)	13595

Descriptive statistics

Standard deviation	20591.83611
Coefficient of variation (CV)	1.299617174
Kurtosis	384.2210931
Mean	15844.53985
Median Absolute Deviation (MAD)	6112
Skewness	11.72751512
Sum	6274913118
Variance	424023714.3
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2128	0.5%
5655	41	< 0.1%
6095	38	< 0.1%
7792	38	< 0.1%
3953	37	< 0.1%
6077	36	< 0.1%
5098	36	< 0.1%
6521	35	< 0.1%
4541	35	< 0.1%
5235	35	< 0.1%
10362	35	< 0.1%
5789	35	< 0.1%
5249	35	< 0.1%
5389	35	< 0.1%
8502	35	< 0.1%
6444	34	< 0.1%
7179	34	< 0.1%
9508	34	< 0.1%
3997	34	< 0.1%
4808	34	< 0.1%
5152	34	< 0.1%
5463	34	< 0.1%
7618	34	< 0.1%
5514	34	< 0.1%
5671	34	< 0.1%
Other values (55597)	393056	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2128	0.5%
1	30	< 0.1%
2	26	< 0.1%
3	28	< 0.1%
4	20	< 0.1%
5	23	< 0.1%
6	30	< 0.1%
7	21	< 0.1%
8	21	< 0.1%
9	23	< 0.1%

Value	Count	Frequency (%)
1743266	1	< 0.1%
1298783	1	< 0.1%
1190046	1	< 0.1%
1030826	1	< 0.1%
1023940	1	< 0.1%
975800	1	< 0.1%
867528	1	< 0.1%
838698	1	< 0.1%
814300	1	< 0.1%
778614	1	< 0.1%

revol_util
Real number (ℝ_≥0)

Distinct	1226
Distinct (%)	0.3%
Missing	276
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	53.79174864
Minimum	0
Maximum	892.3
Zeros	2213
Zeros (%)	0.6%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	11.2
Q1	35.8
median	54.8
Q3	72.9
95-th percentile	92
Maximum	892.3
Range	892.3
Interquartile range (IQR)	37.1

Descriptive statistics

Standard deviation	24.45219306
Coefficient of variation (CV)	0.4545714479
Kurtosis	2.71227821
Mean	53.79174864
Median Absolute Deviation (MAD)	18.5
Skewness	-0.07177802033
Sum	21288299.69
Variance	597.9097456
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2213	0.6%
53	752	0.2%
60	739	0.2%
61	734	0.2%
55	730	0.2%
54	725	0.2%
62	721	0.2%
47	720	0.2%
57	719	0.2%
58	717	0.2%
59	708	0.2%
65	706	0.2%
63	701	0.2%
46	698	0.2%
56	689	0.2%
51	681	0.2%
49	679	0.2%
48	671	0.2%
52	664	0.2%
50	661	0.2%
64	657	0.2%
69	654	0.2%
44	652	0.2%
67	644	0.2%
41	638	0.2%
Other values (1201)	376881	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2213	0.6%
0.01	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.1	253	0.1%
0.16	1	< 0.1%
0.2	211	0.1%
0.3	187	< 0.1%
0.4	189	< 0.1%
0.46	1	< 0.1%

Value	Count	Frequency (%)
892.3	1	< 0.1%
153	1	< 0.1%
152.5	1	< 0.1%
150.7	1	< 0.1%
148	1	< 0.1%
146.1	1	< 0.1%
145.8	1	< 0.1%
140.4	1	< 0.1%
136.7	1	< 0.1%
132.1	1	< 0.1%

total_acc
Real number (ℝ_≥0)

Distinct	118
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.41474383
Minimum	2
Maximum	151
Zeros	0
Zeros (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	17
median	24
Q3	32
95-th percentile	47
Maximum	151
Range	149
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.88699072
Coefficient of variation (CV)	0.4677202651
Kurtosis	1.204620014
Mean	25.41474383
Median Absolute Deviation (MAD)	8
Skewness	0.8643276369
Sum	10065001
Variance	141.3005485
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	14280	3.6%
22	14260	3.6%
20	14228	3.6%
23	13923	3.5%
24	13878	3.5%
19	13876	3.5%
18	13710	3.5%
17	13495	3.4%
25	13225	3.3%
26	12799	3.2%
16	12771	3.2%
27	12343	3.1%
15	12283	3.1%
28	11706	3.0%
14	11524	2.9%
29	11274	2.8%
13	10936	2.8%
30	10587	2.7%
31	9869	2.5%
12	9858	2.5%
32	9552	2.4%
11	8844	2.2%
33	8682	2.2%
34	8088	2.0%
10	7672	1.9%
Other values (93)	102367	25.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	18	< 0.1%
3	327	0.1%
4	1238	0.3%
5	2028	0.5%
6	2923	0.7%
7	4143	1.0%
8	5365	1.4%
9	6362	1.6%
10	7672	1.9%
11	8844	2.2%

Value	Count	Frequency (%)
151	1	< 0.1%
150	1	< 0.1%
135	1	< 0.1%
129	1	< 0.1%
124	1	< 0.1%
118	1	< 0.1%
117	1	< 0.1%
116	2	< 0.1%
115	1	< 0.1%
111	2	< 0.1%

initial_list_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

f	238066
w	157964

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	2
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	396030	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396030	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396030	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

application_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

INDIVIDUAL	395319
JOINT	425
DIRECT_PAY	286

Value	Count	Frequency (%)
INDIVIDUAL	395319	99.8%
JOINT	425	0.1%
DIRECT_PAY	286	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	9.994634245
Min length	5

Overview of Unicode Properties

Unique unicode characters	16
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
R	286	< 0.1%
E	286	< 0.1%
C	286	< 0.1%
_	286	< 0.1%
P	286	< 0.1%
Y	286	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3957889	> 99.9%
Connector Punctuation	286	< 0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
R	286	< 0.1%
E	286	< 0.1%
C	286	< 0.1%
P	286	< 0.1%
Y	286	< 0.1%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	286	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3957889	> 99.9%
Common	286	< 0.1%

Most frequent Latin characters

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
R	286	< 0.1%
E	286	< 0.1%
C	286	< 0.1%
P	286	< 0.1%
Y	286	< 0.1%

Most frequent Common characters

Value	Count	Frequency (%)
_	286	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3958175	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
R	286	< 0.1%
E	286	< 0.1%
C	286	< 0.1%
_	286	< 0.1%
P	286	< 0.1%
Y	286	< 0.1%

mort_acc
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	33
Distinct (%)	< 0.1%
Missing	37795
Missing (%)	9.5%
Infinite	0
Infinite (%)	0.0%

Mean	1.813990816
Minimum	0
Maximum	34
Zeros	139777
Zeros (%)	35.3%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	34
Range	34
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.147930467
Coefficient of variation (CV)	1.184091148
Kurtosis	4.477175726
Mean	1.813990816
Median Absolute Deviation (MAD)	1
Skewness	1.600132438
Sum	649835
Variance	4.613605292
Monotocity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	139777	35.3%
1	60416	15.3%
2	49948	12.6%
3	38049	9.6%
4	27887	7.0%
5	18194	4.6%
6	11069	2.8%
7	6052	1.5%
8	3121	0.8%
9	1656	0.4%
10	865	0.2%
11	479	0.1%
12	264	0.1%
13	146	< 0.1%
14	107	< 0.1%
15	61	< 0.1%
16	37	< 0.1%
17	22	< 0.1%
18	18	< 0.1%
19	15	< 0.1%
20	13	< 0.1%
24	10	< 0.1%
22	7	< 0.1%
21	4	< 0.1%
25	4	< 0.1%
Other values (8)	14	< 0.1%
(Missing)	37795	9.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	139777	35.3%
1	60416	15.3%
2	49948	12.6%
3	38049	9.6%
4	27887	7.0%
5	18194	4.6%
6	11069	2.8%
7	6052	1.5%
8	3121	0.8%
9	1656	0.4%

Value	Count	Frequency (%)
34	1	< 0.1%
32	2	< 0.1%
31	2	< 0.1%
30	1	< 0.1%
28	1	< 0.1%
27	3	< 0.1%
26	2	< 0.1%
25	4	< 0.1%
24	10	< 0.1%
23	2	< 0.1%

pub_rec_bankruptcies
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	535
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.1216475556
Minimum	0
Maximum	8
Zeros	350380
Zeros (%)	88.5%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3561742766
Coefficient of variation (CV)	2.927919718
Kurtosis	18.10416044
Mean	0.1216475556
Median Absolute Deviation (MAD)	0
Skewness	3.423440368
Sum	48111
Variance	0.1268601153
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	350380	88.5%
1	42790	10.8%
2	1847	0.5%
3	351	0.1%
4	82	< 0.1%
5	32	< 0.1%
6	7	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
(Missing)	535	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	350380	88.5%
1	42790	10.8%
2	1847	0.5%
3	351	0.1%
4	82	< 0.1%
5	32	< 0.1%
6	7	< 0.1%
7	4	< 0.1%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	4	< 0.1%
6	7	< 0.1%
5	32	< 0.1%
4	82	< 0.1%
3	351	0.1%
2	1847	0.5%
1	42790	10.8%
0	350380	88.5%

address
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	393700
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

USS Smith FPO AP 70466	8
USNS Johnson FPO AE 05113	8
USCGC Smith FPO AE 70466	8
USS Johnson FPO AE 48052	8
USNS Johnson FPO AP 48052	7
Other values (393695)	395991

Common Values
Overview

Value	Count	Frequency (%)
USS Smith FPO AP 70466	8	< 0.1%
USNS Johnson FPO AE 05113	8	< 0.1%
USCGC Smith FPO AE 70466	8	< 0.1%
USS Johnson FPO AE 48052	8	< 0.1%
USNS Johnson FPO AP 48052	7	< 0.1%
USCGC Miller FPO AA 22690	6	< 0.1%
USCGC Jones FPO AE 22690	6	< 0.1%
USNS Johnson FPO AA 70466	6	< 0.1%
USNV Smith FPO AE 30723	6	< 0.1%
USNV Smith FPO AA 00813	6	< 0.1%
USCGC Smith FPO AA 70466	6	< 0.1%
USS Smith FPO AP 22690	6	< 0.1%
USNV Brown FPO AA 48052	6	< 0.1%
USCGC Smith FPO AE 48052	5	< 0.1%
USCGC Jones FPO AE 30723	5	< 0.1%
USS Smith FPO AA 70466	5	< 0.1%
USCGC Williams FPO AE 00813	5	< 0.1%
USNS Smith FPO AE 48052	5	< 0.1%
USNS Smith FPO AE 00813	5	< 0.1%
USCGC Smith FPO AE 05113	5	< 0.1%
USNS Williams FPO AA 48052	5	< 0.1%
USNV Brown FPO AP 00813	5	< 0.1%
USCGC Brown FPO AA 30723	5	< 0.1%
USCGC Smith FPO AA 29597	5	< 0.1%
USS Williams FPO AE 00813	5	< 0.1%
Other values (393675)	395883	> 99.9%

Frequencies of value counts

Unique

Unique	391984 ?
Unique (%)	99.0%

Histogram of lengths of the category

Length

Max length	69
Median length	45
Mean length	44.71395096
Min length	20

Overview of Unicode Properties

Unique unicode characters	67
Unique unicode categories	6 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
s	471608	2.7%
3	443992	2.5%
6	421262	2.4%
l	400273	2.3%
	396030	2.2%
	396030	2.2%
7	387522	2.2%
1	375962	2.1%
9	375452	2.1%
5	375301	2.1%
,	367706	2.1%
h	341828	1.9%
4	330279	1.9%
8	329800	1.9%
u	314299	1.8%
Other values (42)	4022366	22.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7690715	43.4%
Decimal Number	4151920	23.4%
Uppercase Letter	2488639	14.1%
Space Separator	2128626	12.0%
Control	792060	4.5%
Other Punctuation	456106	2.6%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	624825	15.0%
2	487525	11.7%
3	443992	10.7%
6	421262	10.1%
7	387522	9.3%
1	375962	9.1%
9	375452	9.0%
5	375301	9.0%
4	330279	8.0%
8	329800	7.9%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	2128626	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	295950	11.9%
S	274289	11.0%
P	164644	6.6%
M	161767	6.5%
C	157893	6.3%
N	148622	6.0%
D	106785	4.3%
L	105374	4.2%
W	94264	3.8%
R	93408	3.8%
T	92340	3.7%
J	90626	3.6%
E	87153	3.5%
O	86441	3.5%
B	83503	3.4%
I	69262	2.8%
K	69115	2.8%
H	62604	2.5%
V	58910	2.4%
F	57515	2.3%
G	48691	2.0%
U	40011	1.6%
Y	23310	0.9%
Z	8879	0.4%
X	7103	0.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	911545	11.9%
a	735427	9.6%
t	702787	9.1%
r	656748	8.5%
i	580043	7.5%
o	579480	7.5%
n	551350	7.2%
s	471608	6.1%
l	400273	5.2%
h	341828	4.4%
u	314299	4.1%
d	186512	2.4%
y	165113	2.1%
p	160214	2.1%
c	139331	1.8%
m	131245	1.7%
g	116855	1.5%
w	111006	1.4%
b	99888	1.3%
v	98376	1.3%
k	91092	1.2%
f	60887	0.8%
x	39380	0.5%
z	33916	0.4%
q	8942	0.1%

Most frequent Control characters

Value	Count	Frequency (%)
	396030	50.0%
	396030	50.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	367706	80.6%
.	88400	19.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10179354	57.5%
Common	7528712	42.5%

Most frequent Common characters

Value	Count	Frequency (%)
	2128626	28.3%
0	624825	8.3%
2	487525	6.5%
3	443992	5.9%
6	421262	5.6%
	396030	5.3%
	396030	5.3%
7	387522	5.1%
1	375962	5.0%
9	375452	5.0%
5	375301	5.0%
,	367706	4.9%
4	330279	4.4%
8	329800	4.4%
.	88400	1.2%

Most frequent Latin characters

Value	Count	Frequency (%)
e	911545	9.0%
a	735427	7.2%
t	702787	6.9%
r	656748	6.5%
i	580043	5.7%
o	579480	5.7%
n	551350	5.4%
s	471608	4.6%
l	400273	3.9%
h	341828	3.4%
u	314299	3.1%
A	295950	2.9%
S	274289	2.7%
d	186512	1.8%
y	165113	1.6%
P	164644	1.6%
M	161767	1.6%
p	160214	1.6%
C	157893	1.6%
N	148622	1.5%
c	139331	1.4%
m	131245	1.3%
g	116855	1.1%
w	111006	1.1%
D	106785	1.0%
Other values (27)	1613740	15.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17708066	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
s	471608	2.7%
3	443992	2.5%
6	421262	2.4%
l	400273	2.3%
	396030	2.2%
	396030	2.2%
7	387522	2.2%
1	375962	2.1%
9	375452	2.1%
5	375301	2.1%
,	367706	2.1%
h	341828	1.9%
4	330279	1.9%
8	329800	1.9%
u	314299	1.8%
Other values (42)	4022366	22.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	loan_amnt	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	revol_bal	revol_util	total_acc	initial_list_status	application_type	mort_acc	address
0	10000.0	36 months	11.44	329.48	B	B4	Marketing	10+ years	RENT	117000.0	Not Verified	Jan-2015	Fully Paid	vacation	Vacation	26.24	Jun-1990	16.0	36369.0	41.8	25.0	w	INDIVIDUAL	0.0	0174 Michelle Gateway\r\nMendozaberg, OK 22690
1	8000.0	36 months	11.99	265.68	B	B5	Credit analyst	4 years	MORTGAGE	65000.0	Not Verified	Jan-2015	Fully Paid	debt_consolidation	Debt consolidation	22.05	Jul-2004	17.0	20131.0	53.3	27.0	f	INDIVIDUAL	3.0	1076 Carney Fort Apt. 347\r\nLoganmouth, SD 05113
2	15600.0	36 months	10.49	506.97	B	B3	Statistician	< 1 year	RENT	43057.0	Source Verified	Jan-2015	Fully Paid	credit_card	Credit card refinancing	12.79	Aug-2007	13.0	11987.0	92.2	26.0	f	INDIVIDUAL	0.0	87025 Mark Dale Apt. 269\r\nNew Sabrina, WV 05113
3	7200.0	36 months	6.49	220.65	A	A2	Client Advocate	6 years	RENT	54000.0	Not Verified	Nov-2014	Fully Paid	credit_card	Credit card refinancing	2.60	Sep-2006	6.0	5472.0	21.5	13.0	f	INDIVIDUAL	0.0	823 Reid Ford\r\nDelacruzside, MA 00813
4	24375.0	60 months	17.27	609.33	C	C5	Destiny Management Inc.	9 years	MORTGAGE	55000.0	Verified	Apr-2013	Charged Off	credit_card	Credit Card Refinance	33.95	Mar-1999	13.0	24584.0	69.8	43.0	f	INDIVIDUAL	1.0	679 Luna Roads\r\nGreggshire, VA 11650
5	20000.0	36 months	13.33	677.07	C	C3	HR Specialist	10+ years	MORTGAGE	86788.0	Verified	Sep-2015	Fully Paid	debt_consolidation	Debt consolidation	16.31	Jan-2005	8.0	25757.0	100.6	23.0	f	INDIVIDUAL	4.0	1726 Cooper Passage Suite 129\r\nNorth Deniseberg, DE 30723
6	18000.0	36 months	5.32	542.07	A	A1	Software Development Engineer	2 years	MORTGAGE	125000.0	Source Verified	Sep-2015	Fully Paid	home_improvement	Home improvement	1.36	Aug-2005	8.0	4178.0	4.9	25.0	f	INDIVIDUAL	3.0	1008 Erika Vista Suite 748\r\nEast Stephanie, TX 22690
7	13000.0	36 months	11.14	426.47	B	B2	Office Depot	10+ years	RENT	46000.0	Not Verified	Sep-2012	Fully Paid	credit_card	No More Credit Cards	26.87	Sep-1994	11.0	13425.0	64.5	15.0	f	INDIVIDUAL	0.0	USCGC Nunez\r\nFPO AE 30723
8	18900.0	60 months	10.99	410.84	B	B3	Application Architect	10+ years	RENT	103000.0	Verified	Oct-2014	Fully Paid	debt_consolidation	Debt consolidation	12.52	Jun-1994	13.0	18637.0	32.9	40.0	w	INDIVIDUAL	3.0	USCGC Tran\r\nFPO AP 22690
9	26300.0	36 months	16.29	928.40	C	C5	Regado Biosciences	3 years	MORTGAGE	115000.0	Verified	Apr-2012	Fully Paid	debt_consolidation	Debt Consolidation	23.69	Dec-1997	13.0	22171.0	82.4	37.0	f	INDIVIDUAL	1.0	3390 Luis Rue\r\nMauricestad, VA 00813

Last rows

	loan_amnt	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	revol_bal	revol_util	total_acc	initial_list_status	application_type	mort_acc	address
396020	10000.0	36 months	9.76	321.55	B	B3	Retirement Counselor	10+ years	RENT	40000.0	Not Verified	Dec-2015	Fully Paid	debt_consolidation	Debt consolidation	23.40	Jan-1988	9.0	8819.0	57.3	18.0	w	INDIVIDUAL	1.0	914 Alexander Mountains Apt. 604\r\nEast Marco, VT 70466
396021	3200.0	36 months	5.42	96.52	A	A1	St Francis Medical Center	10+ years	RENT	33000.0	Not Verified	Feb-2011	Fully Paid	debt_consolidation	2011 Insurance and Debt Consolidation	21.45	Nov-1996	18.0	3985.0	7.6	50.0	f	INDIVIDUAL	NaN	309 John Mission\r\nWest Marc, NY 00813
396022	12000.0	36 months	12.29	400.24	C	C1	Data Center Specialist II	1 year	RENT	52100.0	Source Verified	Oct-2015	Fully Paid	debt_consolidation	Debt consolidation	17.28	Oct-2004	6.0	9580.0	66.1	18.0	w	INDIVIDUAL	0.0	532 Johnson Drive Apt. 185\r\nAndersonside, NY 70466
396023	22000.0	36 months	18.92	805.55	D	D4	Operations Manager	10+ years	MORTGAGE	138000.0	Not Verified	Apr-2014	Fully Paid	debt_consolidation	Debt consolidation	24.43	May-1998	18.0	22287.0	50.4	39.0	f	INDIVIDUAL	4.0	0297 Flores Dale Suite 441\r\nTaylorland, MD 05113
396024	6000.0	36 months	13.11	202.49	B	B4	Michael's Arts & Crafts	5 years	RENT	64000.0	Not Verified	Mar-2013	Fully Paid	debt_consolidation	Credit buster	10.81	Nov-1991	7.0	11456.0	97.1	9.0	w	INDIVIDUAL	0.0	514 Cynthia Park Apt. 402\r\nWest Williamside, SC 05113
396025	10000.0	60 months	10.99	217.38	B	B4	licensed bankere	2 years	RENT	40000.0	Source Verified	Oct-2015	Fully Paid	debt_consolidation	Debt consolidation	15.63	Nov-2004	6.0	1990.0	34.3	23.0	w	INDIVIDUAL	0.0	12951 Williams Crossing\r\nJohnnyville, DC 30723
396026	21000.0	36 months	12.29	700.42	C	C1	Agent	5 years	MORTGAGE	110000.0	Source Verified	Feb-2015	Fully Paid	debt_consolidation	Debt consolidation	21.45	Feb-2006	6.0	43263.0	95.7	8.0	f	INDIVIDUAL	1.0	0114 Fowler Field Suite 028\r\nRachelborough, LA 05113
396027	5000.0	36 months	9.99	161.32	B	B1	City Carrier	10+ years	RENT	56500.0	Verified	Oct-2013	Fully Paid	debt_consolidation	pay off credit cards	17.56	Mar-1997	15.0	32704.0	66.9	23.0	f	INDIVIDUAL	0.0	953 Matthew Points Suite 414\r\nReedfort, NY 70466
396028	21000.0	60 months	15.31	503.02	C	C2	Gracon Services, Inc	10+ years	MORTGAGE	64000.0	Verified	Aug-2012	Fully Paid	debt_consolidation	Loanforpayoff	15.88	Nov-1990	9.0	15704.0	53.8	20.0	f	INDIVIDUAL	5.0	7843 Blake Freeway Apt. 229\r\nNew Michael, FL 29597
396029	2000.0	36 months	13.61	67.98	C	C2	Internal Revenue Service	10+ years	RENT	42996.0	Verified	Jun-2010	Fully Paid	debt_consolidation	Toxic Debt Payoff	8.32	Sep-1998	3.0	4292.0	91.3	19.0	f	INDIVIDUAL	NaN	787 Michelle Causeway\r\nBriannaton, AR 48052

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Space Separator characters

Most frequent Decimal Number characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Dash Punctuation characters

Most frequent Decimal Number characters

Most frequent Open Punctuation characters

Most frequent Close Punctuation characters

Most frequent Math Symbol characters

Most frequent Connector Punctuation characters

Most frequent Control characters

Most frequent Other Number characters

Most frequent Currency Symbol characters

Most frequent Other Symbol characters

Most frequent Final Punctuation characters

Most frequent Format characters

Most frequent Modifier Symbol characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most frequent None characters

Most frequent Punctuation characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Math Symbol characters

Most frequent Space Separator characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters